Brownian motion is employed as a model to formulate a probabilistic statement of the Heisenberg uncertainty relationship. By means of the latter, a tunneling formula identical to that obtained from the WBK method is derived from the particle picture. The nature of photon-matter interaction is discussed in the light of the quantal Brownian motion.